Complex Evolutionary Systems in Behavioral Finance

Traditional finance is built on the rationality paradigm. This chapter discusses simple models from an alternative approach in which financial markets are viewed as complex evolutionary systems. Agents are boundedly rational and base their investment decisions upon market forecasting heuristics. Prices and beliefs about future prices co-evolve over time with mutual feedback. Strategy choice is driven by evolutionary selection, so that agents tend to adopt strategies that were successful in the past. Calibration of "simple complexity models" with heterogeneous expectations to real financial market data and laboratory experiments with human subjects are also discussed.

[1]  W. Branch The Theory of Rationally Heterogeneous Expectations: Evidence from Survey Data on Inflation Expectations , 2004 .

[2]  Y. Kuznetsov Elements of Applied Bifurcation Theory , 2023, Applied Mathematical Sciences.

[3]  J. Stein,et al.  A Unified Theory of Underreaction, Momentum Trading and Overreaction in Asset Markets , 1997 .

[4]  Terrance Odean,et al.  Learning to Be Overconfident , 1997 .

[5]  J. Bouchaud,et al.  Herd Behavior and Aggregate Fluctuations in Financial Markets , 1997 .

[6]  Raymond C. Battalio,et al.  Tests of rational expectations in a stark setting , 1989 .

[7]  R. Shiller Measuring Bubble Expectations and Investor Confidence , 1999 .

[8]  Peter Winker,et al.  Indirect Estimation of the Parameters of Agent Based Models of Financial Markets , 2001 .

[9]  Bernardo A. Huberman,et al.  Clustered volatility in multiagent dynamics , 1995, adap-org/9502006.

[10]  W. Arthur,et al.  Complexity in Economic and Financial Markets , 1995 .

[11]  Chris Brooks,et al.  A Three-Regime Model of Speculative Behaviour: Modelling the Evolution of the S&P 500 Composite Index , 2005 .

[12]  Frank Westerhoff,et al.  Multi-Asset Market Dynamics , 2003 .

[13]  M. Embrechts,et al.  Exchange Rate Theory: Chaotic Models of Foreign Exchange Markets , 1993 .

[14]  C. Diks,et al.  Herding, A-Synchronous Updating and Heterogeneity in Memory in a Cbs , 2003 .

[15]  John D. Hey,et al.  Expectations formation: Rational or adaptive or...? , 1994 .

[16]  William A. Brock,et al.  PATHWAYS TO RANDOMNESS IN THE ECONOMY: EMERGENT NONLINEARITY AND CHAOS IN ECONOMICS AND FINANCE , 1993 .

[17]  William A. Branch,et al.  A New Keynesian model with heterogeneous expectations , 2009 .

[18]  Sheng-Kai Chang,et al.  A simple asset pricing model with social interactions and heterogeneous beliefs , 2007 .

[19]  Klaus Reiner Schenk-Hoppé,et al.  Evolutionary stability of portfolio rules in incomplete markets , 2005 .

[20]  Thomas Lux,et al.  Stochastic behavioral asset pricing models and the stylized facts , 2008 .

[21]  S. Sunder,et al.  Indeterminacy of Equilibria in a Hyperinflationary World: Experimental Evidence , 1993 .

[22]  Kenneth A. Froot,et al.  Chartists, Fundamentalists and the Demand for Dollars , 1991 .

[23]  Gilles Teyssière,et al.  Microeconomic Models for Long Memory in the Volatility of Financial Time Series , 2001 .

[24]  Alan Kirman,et al.  Ants, Rationality, and Recruitment , 1993 .

[25]  Ramon Marimon,et al.  Does a Constant Money Growth Rule Help Stabilize Inflation?: Experimental Evidence , 1995 .

[26]  L. Blume,et al.  Evolution and market behavior , 1992 .

[27]  A. Shleifer,et al.  The Limits of Arbitrage , 1995 .

[28]  M. Anufriev,et al.  Equilibria, stability and asymptotic dominance in a speculative market with heterogeneous traders , 2006 .

[29]  T. Hens,et al.  MARKET SELECTION OF FINANCIAL TRADING STRATEGIES: GLOBAL STABILITY , 2002 .

[30]  R. Shiller Stock Prices and Social Dynamics , 1984 .

[31]  Cars Hommes,et al.  Expectations and Bubbles in Asset Pricing Experiments , 2008 .

[32]  Laurens Swinkels,et al.  The Economic Value of Fundamental and Technical Information in Emerging Currency Markets , 2007 .

[33]  Laura Gardini,et al.  Speculative Behaviour and Complex Asset Price Dynamics , 2001 .

[34]  Mark P. Taylor,et al.  Charts, Noise and Fundamentals in the London Foreign Exchange Market , 1990 .

[35]  D. Kahneman Maps of Bounded Rationality: Psychology for Behavioral Economics , 2003 .

[36]  F. Lutz,et al.  The case for flexible exchange rates , 1954 .

[37]  Bodo Vogt,et al.  Rational Investor Sentiment , 2002 .

[38]  D. Goldbaum Market efficiency and learning in an endogenously unstable environment , 2005 .

[39]  T. Hens,et al.  Evolutionary Finance , 2008 .

[40]  R. Palmer,et al.  Asset Pricing Under Endogenous Expectations in an Artificial Stock Market , 1996 .

[41]  H. Kantz,et al.  Nonlinear time series analysis , 1997 .

[42]  R. Shiller Speculative Prices and Popular Models , 1990 .

[43]  C. Hommes Chapter 23 Heterogeneous Agent Models in Economics and Finance , 2006 .

[44]  M. Marchesi,et al.  Scaling and criticality in a stochastic multi-agent model of a financial market , 1999, Nature.

[45]  V. Smith,et al.  Bubbles, Crashes, and Endogenous Expectations in Experimental Spot Asset Markets , 1988 .

[46]  S. V. Norden 15 SPECULATIVE BEHAVIOR , REGIME-SWITCHING , AND STOCK MARKET CRASHES , 1994 .

[47]  Joep Sonnemans,et al.  Coordination of Expectations in Asset Pricing Experiments , 2003 .

[48]  W. Arthur,et al.  The Economy as an Evolving Complex System II , 1988 .

[49]  Frank Westerhoff,et al.  MULTIASSET MARKET DYNAMICS , 2004, Macroeconomic Dynamics.

[50]  Cees Diks,et al.  E&F Chaos: A User Friendly Software Package for Nonlinear Economic Dynamics , 2008 .

[51]  I. Evstigneev CHAPTER 9 – Evolutionary Finance , 2009 .

[52]  Andrea Gaunersdorfer,et al.  A Nonlinear Structural Model for Volatility Clustering , 2000 .

[53]  Paul De Grauwe,et al.  Heterogeneity of agents, transactions costs and the exchange rate , 2005 .

[54]  L. Summers,et al.  Positive Feedback Investment Strategies and Destabilizing Rational Speculation , 1989 .

[55]  R. Thaler,et al.  Chapter 18 A survey of behavioral finance , 2003 .

[56]  R. Palmer,et al.  Time series properties of an artificial stock market , 1999 .

[57]  T. Teräsvirta Specification, Estimation, and Evaluation of Smooth Transition Autoregressive Models , 1994 .

[58]  Blake LeBaron,et al.  A Dynamic Structural Model for Stock Return Volatility and Trading Volume , 1995 .

[59]  Hans Föllmer,et al.  Equilibria in financial markets with heterogeneous agents: a probabilistic perspective , 2005 .

[60]  J. Poterba,et al.  What moves stock prices? , 1988 .

[61]  T. Andersen THE ECONOMETRICS OF FINANCIAL MARKETS , 1998, Econometric Theory.

[62]  Kenneth A. Froot,et al.  Using Survey Data to Test Some Standard Propositions Regarding Exchange Rate Expectations , 1985 .

[63]  R. Thaler,et al.  Does the Stock Market Overreact , 1985 .

[64]  Wei Xiong,et al.  Heterogeneous Beliefs, Speculation and Trading in Financial Markets , 2004 .

[65]  John Duffy,et al.  Agent-Based Models and Human Subject Experiments , 2004 .

[66]  B. LeBaron Agent-based Computational Finance , 2006 .

[67]  S. Turnovsky,et al.  Empirical Evidence on the Formation of Price Expectations , 1970 .

[68]  R. Thaler,et al.  A Survey of Behavioral Finance , 2002 .

[69]  Paul De Grauwe,et al.  Exchange rate puzzles: A tale of switching attractors , 2006 .

[70]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[71]  Jonathan Roughgarden,et al.  Rule of thumb , 1991, Behavioral and Brain Sciences.

[72]  A. Shleifer,et al.  Inefficient Markets: An Introduction to Behavioral Finance , 2002 .

[73]  Wei Xiong,et al.  Contagion as a Wealth Effect , 2001 .

[74]  Daniel Friedman,et al.  Learning to Forecast Price , 2002 .

[75]  André de Palma,et al.  Discrete Choice Theory of Product Differentiation , 1995 .

[76]  Christian C. P. Wolff,et al.  Foreign Exchange Rate Expectations: Survey and Synthesis , 2008 .

[77]  C. Hommes Heterogeneous Agent Models in Economics and Finance , 2005 .

[78]  William A. Brock,et al.  A rational route to randomness , 1997 .

[79]  Richard Schmalensee,et al.  An Experimental Study of Expectation Formation , 1976 .

[80]  A. Alchian Uncertainty, Evolution, and Economic Theory , 1950, Journal of Political Economy.

[81]  Richard A. Ippolito Consumer Reaction to Measures of Poor Quality: Evidence from the Mutual Fund Industry , 1992, The Journal of Law and Economics.

[82]  Laura Gardini,et al.  Speculative behaviour and complex asset price dynamics: a global analysis , 2002 .

[83]  Kenneth L. Fisher,et al.  Blowing Bubbles , 2002 .

[84]  Wagner A. Kamakura,et al.  Book Review: Structural Analysis of Discrete Data with Econometric Applications , 1982 .

[85]  Roberto Dieci,et al.  The effectiveness of Keynes-Tobin transaction taxes when heterogeneous agents can trade in different markets: A behavioral finance approach , 2006 .

[86]  Mark P. Taylor,et al.  The use of technical analysis in the foreign exchange market , 1992 .

[87]  J. Farmer Market Force, Ecology, and Evolution , 1998, adap-org/9812005.

[88]  Patrick de Fontnouvelle,et al.  INFORMATION DYNAMICS IN FINANCIAL MARKETS , 2000, Macroeconomic Dynamics.

[89]  Peter Winker,et al.  A global optimization heuristic for estimating agent based models , 2003, Comput. Stat. Data Anal..

[90]  J. Chavas On information and market dynamics: The case of the U.S. beef market , 2000 .

[91]  John Duffy,et al.  Chapter 19 Agent-Based Models and Human Subject Experiments , 2006 .

[92]  Florian Wagener,et al.  Bifurcation Routes to Volatility Clustering under Evolutionary Learning , 2008 .

[93]  Annette Vissing-Jorgensen,et al.  Perspectives on Behavioral Finance: Does "Irrationality" Disappear with Wealth? Evidence from Expectations and Actions , 2003, NBER Macroeconomics Annual.

[94]  Kenneth A. Froot,et al.  Short-Term and Long-Term Expectations of the Yen/Dollar Exchange Rate: Evidence from Survey Data , 1987 .

[95]  Rabah Amir,et al.  Market Selection and Survival of Investment Strategies , 2001 .

[96]  L. Summers,et al.  Noise Trader Risk in Financial Markets , 1990, Journal of Political Economy.

[97]  Kent Daniel,et al.  Investor psychology and capital asset pricing , 1998 .

[98]  S. Roni,et al.  Benartzi, and Thaler. , 1997 .

[99]  William A. Brock,et al.  Evolutionary dynamics in markets with many trader types , 2005 .

[100]  Carl Chiarella,et al.  Heterogeneous Beliefs, Risk and Learning in a Simple Asset Pricing Model , 2002 .

[101]  Saangjoon Baak Tests for bounded rationality with a linear dynamic model distorted by heterogeneous expectations , 1999 .

[102]  C. Chiarella,et al.  Asset Price and Wealth Dynamics in a Financial Market with Heterogeneous Agents , 2006 .

[103]  J. Muth Rational Expectations and the Theory of Price Movements , 1961 .

[104]  Ramon Marimon,et al.  Expectations and learning under alternative monetary regimes: an experimental approach , 1994 .

[105]  Sebastiano Manzan,et al.  Behavioral Heterogeneity in Stock Prices , 2005 .

[106]  C. Diks,et al.  Heterogeneity as a Natural Source of Randomness , 2003 .

[107]  Andrea Gaunersdorfer,et al.  Endogenous fluctuations in a simple asset pricing model with heterogeneous agents , 2000 .

[108]  Peter Tufano,et al.  Costly Search and Mutual Fund Flows , 1998 .

[109]  T. Lux,et al.  Estimation of Agent-Based Models: The Case of an Asymmetric Herding Model , 2005 .

[110]  L. Blume,et al.  If You're so Smart, Why Aren't You Rich? Belief Selection in Complete and Incomplete Markets , 2001 .

[111]  William A. Branch,et al.  Intrinsic heterogeneity in expectation formation , 2006, J. Econ. Theory.

[112]  M. Marchesi,et al.  VOLATILITY CLUSTERING IN FINANCIAL MARKETS: A MICROSIMULATION OF INTERACTING AGENTS , 1998 .

[113]  G. Iori A Microsimulation of Traders Activity in the Stock Market: The Role of Heterogeneity, Agents' Interactions and Trade Frictions , 2002 .

[114]  René M. Stulz,et al.  Working Paper Series the Determinants of the Flow of Funds of Managed Portfolios: Mutual Funds versus Pension Funds the Determinants of the Flow of Funds of Managed Portfolios: Mutual Funds versus Pension Funds , 2022 .

[115]  R. Shiller,et al.  Valuation Ratios and the Long-Run Stock Market Outlook: An Update , 2001 .

[116]  M. Anufriev Wealth-driven competition in a speculative financial market: examples with maximizing agents , 2008 .

[117]  V. Velden,et al.  An experimental approach to expectation formation in dynamic economic systems , 2001 .

[118]  E. Fama EFFICIENT CAPITAL MARKETS: A REVIEW OF THEORY AND EMPIRICAL WORK* , 1970 .

[119]  J. Fred Weston,et al.  The Investment, Financing, and Valuation of the Corporation. , 1963 .

[120]  F. Westerhoff,et al.  Nonlinearities and Cyclical Behavior: The Role of Chartists and Fundamentalists , 2003 .

[121]  Klaus Reiner Schenk-Hoppé,et al.  Globally Evolutionarily Stable Portfolio Rules , 2007, J. Econ. Theory.

[122]  L. Summers Does the Stock Market Rationally Reflect Fundamental Values , 1986 .

[123]  E. Fama,et al.  The Equity Premium , 2001 .

[124]  Willaiam A. Brock,et al.  Asset Price Behavior in Complex Environments , 1996 .

[125]  Carl Chiarella,et al.  Heterogeneous Expectations and Speculative Behavior in a Dynamic Multi-Asset Framework , 2005 .

[126]  R. Thaler,et al.  Heuristics and Biases in Retirement Savings Behavior , 2007 .

[127]  Glenn Ellison,et al.  Risk Taking by Mutual Funds as a Response to Incentives , 1995, Journal of Political Economy.

[128]  Blake LeBaron,et al.  Agent-based computational finance : Suggested readings and early research , 2000 .

[129]  John Du,et al.  Experimental Macroeconomics * , 2006 .

[130]  Jan Wenzelburger,et al.  On the performance of efficient portfolios , 2005 .

[131]  S. Manzan Essays in Nonlinear Economic Dynamics , 2003 .

[132]  Klaus Adam,et al.  Experimental Evidence on the Persistence of Output and Inflation , 2005, SSRN Electronic Journal.

[133]  Carl Chiarella,et al.  Heterogeneity, Market Mechanisms, and Asset Price Dynamics , 2008 .

[134]  C. Hommes Modeling the stylized facts in finance through simple nonlinear adaptive systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[135]  C. Chiarella,et al.  HETEROGENEOUS BELIEFS, RISK, AND LEARNING IN A SIMPLE ASSET-PRICING MODEL WITH A MARKET MAKER , 2003, Macroeconomic Dynamics.

[136]  Leigh Tesfatsion,et al.  Handbook of Computational Economics, Volume 2: Agent-Based Computational Economics (Handbook of Computational Economics) , 2006 .

[137]  Terence Lim,et al.  Bad News Travels Slowly: Size, Analyst Coverage and the Profitability of Momentum Strategies , 1998 .

[138]  A. Tversky,et al.  On the psychology of prediction , 1973 .

[139]  J. Stein,et al.  Differences of Opinion, Short-Sales Constraints, and Market Crashes , 2003 .

[140]  M. Marchesi,et al.  VOLATILITY CLUSTERING IN FINANCIAL MARKETS: A MICROSIMULATION OF INTERACTING AGENTS , 2000 .

[141]  Arlington Williams,et al.  The Formation of Price Forecasts in Experimental Markets , 1987 .

[142]  Ramon Marimon,et al.  Expectationally-driven market volatility: An experimental study , 1993 .

[143]  Cars Hommes,et al.  A robust rational route to randomness in a simple asset pricing model , 2005 .

[144]  Takatoshi Ito Foreign Exchange Rate Expectations: Micro Survey Data , 1988 .

[145]  William A. Brock,et al.  Models of complexity in economics and finance , 1997 .

[146]  M. Willinger,et al.  Why Do We Guess Better in Negative Feedback Situations? , 2006 .

[147]  S. Solomon,et al.  A microscopic model of the stock market: Cycles, booms, and crashes , 1994 .

[148]  W. Brian Arthur,et al.  Complexity in economic and financial markets: Behind the physical institutions and technologies of the marketplace lie the beliefs and expectations of real human beings , 1995, Complex..

[149]  Carl Chiarella,et al.  Asset price and wealth dynamics under heterogeneous expectations , 2001 .

[150]  Cars H. Hommes,et al.  Financial markets as nonlinear adaptive evolutionary systems , 2001 .

[151]  J. Farmer,et al.  The price dynamics of common trading strategies , 2000, cond-mat/0012419.

[152]  W. Brock,et al.  Heterogeneous beliefs and routes to chaos in a simple asset pricing model , 1998 .